{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":6,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":6,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"0922168a9278","filters":{"venue":"Distúrbios da Comunicação"}},"results":[{"id":"W2903608210","doi":"10.23925/2176-2724.2018v30i4p736-747","title":"Percepção de idosos sobre a restrição da participação relacionada à perda auditiva","year":2018,"lang":"pt","type":"article","venue":"Distúrbios da Comunicação","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Hearing loss; Humanities; Audiology; Art","authors":[{"name":"Camille Camargo","is_ca":false},{"name":"Adriana Bender Moreira de Lacerda","is_ca":true},{"name":"Jussara Marise Ribeiro Sampaio","is_ca":false},{"name":"Débora Lüders","is_ca":false},{"name":"Giselle Massi","is_ca":false},{"name":"Jair Mendes Marques","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.08381641991820207,"gpt":0.3451701865862353,"spread":0.2613537666680332,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00138975,0.0003020096,0.0003635551,0.001048828,0.0007383804,0.001313261,0.0001969438,0.0006705125,0.003480069],"category_scores_gemma":[0.004198129,0.0002299531,0.000444413,0.0004382912,0.0007159339,0.0004142622,0.001104903,0.0004139628,0.0003716333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003481048,"about_ca_system_score_gemma":0.0004704724,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006412823,"about_ca_topic_score_gemma":0.006087585,"domain_scores_codex":[0.999262,0.0002074667,0.00007142056,0.00008694464,0.0002324612,0.0001396909],"domain_scores_gemma":[0.9972022,0.0008458931,0.0009359778,0.0001612596,0.0004763377,0.0003783669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002299839,0.000106223,0.9663503,0.000120008,0.00005644438,0.0002468325,0.011437,0.00005272486,0.002557541,0.0001923665,0.0003260495,0.01832458],"study_design_scores_gemma":[0.00000724408,0.0003497908,0.9776863,0.000108762,0.00004873951,0.0005428438,0.01887351,0.00008918826,0.0003843976,0.0002780707,0.001614106,0.00001706482],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978099,0.0003284554,0.00008960462,0.00009826831,0.00001038079,0.000006292534,0.00004962984,0.000002756442,0.001604627],"genre_scores_gemma":[0.9987645,0.000332289,0.0001740176,0.00006576903,0.000006667982,0.00001081094,0.00003731618,0.00000121485,0.0006074931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006412823,"threshold_uncertainty_score":0.01275104,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W3216519429","doi":"10.23925/2176-2724.2021v33i4p695-704","title":"Aspectos cognitivos e auditivos","year":2021,"lang":"pt","type":"article","venue":"Distúrbios da Comunicação","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Audiology; Medicine","authors":[{"name":"Lays Bezerra Madeiro","is_ca":false},{"name":"Kelly Cristina Lira de Andrade","is_ca":false},{"name":"Luana De Almeida Paiva Marinho","is_ca":false},{"name":"Pedro de Lemos Menezes","is_ca":false},{"name":"Maria de Fátima Ferreira de Oliveira","is_ca":false},{"name":"Ilka do Amaral Soares","is_ca":false},{"name":"Aline Tenório Lins Carnaúba","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.0623883602999196,"gpt":0.319330904078677,"spread":0.2569425437787574,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001703089,0.0009432521,0.0007385602,0.003015934,0.00117259,0.00368312,0.0006095942,0.0007497261,0.006989957],"category_scores_gemma":[0.006756247,0.0003411298,0.0006512598,0.002710595,0.002541806,0.001800734,0.002345989,0.0009321407,0.0008800132],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001662473,"about_ca_system_score_gemma":0.003687376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01027718,"about_ca_topic_score_gemma":0.007657257,"domain_scores_codex":[0.9978837,0.0005271207,0.0002147728,0.0003215719,0.0008326762,0.0002200854],"domain_scores_gemma":[0.9960639,0.001172479,0.001336528,0.0002270996,0.0008951169,0.0003049592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005965375,0.0005969684,0.5266633,0.004027779,0.0003723213,0.002007446,0.02507272,0.0008129019,0.006981571,0.01493329,0.004823747,0.4131114],"study_design_scores_gemma":[0.00005549809,0.0006881951,0.897812,0.002032802,0.0003936456,0.005295989,0.01694563,0.0007083205,0.002927762,0.02156577,0.05143847,0.0001357869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8273303,0.02796796,0.01067261,0.002982209,0.0003315115,0.0006046836,0.001556256,0.0002748197,0.1282796],"genre_scores_gemma":[0.9764121,0.008720934,0.005981581,0.0004232293,0.0001122019,0.0003143125,0.0003457077,0.00002275713,0.007667195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01027718,"threshold_uncertainty_score":0.02338374,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414004057","doi":"10.23925/2176-2724.2025v37i3e71274","title":"Comunicação suplementar e alternativa para crianças com necessidades complexas de comunicação","year":2025,"lang":"es","type":"article","venue":"Distúrbios da Comunicação","topic":"Education and Digital Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Physics; Psychology; Political science","authors":[{"name":"Franciane da Silva Nascimento","is_ca":false},{"name":"Rivail Almeida Brandão Filho","is_ca":false},{"name":"Flávia Fialho Cronemberger","is_ca":false},{"name":"Natalie Argolo","is_ca":false},{"name":"Paula Taís Moreira","is_ca":false},{"name":"Renata de Assis Fonseca Santos Brandão","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.07884868696558689,"gpt":0.4273875527392481,"spread":0.3485388657736612,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00228981,0.0005637468,0.0006878587,0.00126764,0.001852603,0.002792918,0.0009155667,0.001278767,0.00966702],"category_scores_gemma":[0.01682261,0.0003233825,0.000563605,0.001612684,0.00133341,0.001664816,0.002144354,0.0009877007,0.00104535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002540575,"about_ca_system_score_gemma":0.004409971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01614594,"about_ca_topic_score_gemma":0.02251669,"domain_scores_codex":[0.9974098,0.00119468,0.0002683267,0.0002799172,0.0004399208,0.0004073366],"domain_scores_gemma":[0.992455,0.003022534,0.00259409,0.0002958134,0.0007903773,0.0008421357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006569673,0.0008041583,0.6686099,0.002755222,0.0002685567,0.006066314,0.07416103,0.0006215037,0.004991428,0.00466585,0.007334413,0.2290647],"study_design_scores_gemma":[0.0001041311,0.001275627,0.8126241,0.002287023,0.0003701313,0.007479392,0.1232536,0.00172287,0.001892799,0.006943761,0.04189534,0.0001512092],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9620369,0.00627919,0.003055919,0.006443367,0.0001111646,0.0001764482,0.0003057825,0.0001198315,0.02147146],"genre_scores_gemma":[0.9913943,0.002928069,0.002031162,0.0004676581,0.00005140725,0.0001320817,0.0001141538,0.00001425996,0.002866856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01614594,"threshold_uncertainty_score":0.03233939,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4414003828","doi":"10.23925/2176-2724.2025v37i3e71305","title":"Transtornos da linguagem oral em adultos e idosos","year":2025,"lang":"pt","type":"article","venue":"Distúrbios da Comunicação","topic":"Language Development and Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Psychology; Audiology; Elderly people; Gerontology; Medicine","authors":[{"name":"Ana Paula Arruda Estery","is_ca":false},{"name":"Ananda Ramos-Pereira","is_ca":false},{"name":"Bárbara Costa Beber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02816773823285816,"gpt":0.340088678606612,"spread":0.3119209403737538,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001162144,0.0003349472,0.0004481502,0.001589695,0.001078938,0.001580696,0.0003531316,0.0006217477,0.002036473],"category_scores_gemma":[0.007548474,0.0003102246,0.0002748393,0.001008242,0.00130986,0.0009834943,0.001464493,0.0004554446,0.000312237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004964067,"about_ca_system_score_gemma":0.0009004849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01321502,"about_ca_topic_score_gemma":0.01916674,"domain_scores_codex":[0.9992166,0.00022013,0.00009825905,0.0001091538,0.0002419014,0.0001138944],"domain_scores_gemma":[0.9975508,0.0006290534,0.0009844711,0.000110447,0.0005187184,0.0002065444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001261548,0.0000848989,0.9119563,0.0001902631,0.00003239373,0.001708988,0.05596146,0.00003413465,0.001625352,0.0001883036,0.0003289015,0.0277629],"study_design_scores_gemma":[0.000004241781,0.0002411663,0.9075645,0.0001839135,0.00004888067,0.00399328,0.08524214,0.00005861162,0.0003636049,0.0002188959,0.002058157,0.00002247172],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978755,0.0007870641,0.00008266525,0.00009836027,0.000008281544,0.00001268578,0.00003750192,0.000003361658,0.001094636],"genre_scores_gemma":[0.9976717,0.001242557,0.0002408869,0.00007153855,0.000007122883,0.0000215653,0.00004441747,0.000001857109,0.0006983599],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01321502,"threshold_uncertainty_score":0.02627623,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4405495352","doi":"10.23925/2176-2724.2024v36i4e68498","title":"Autopercepção de habilidades de expressão e compreensão oral e contato com a fonoaudiologia em idosos institucionalizados","year":2024,"lang":"pt","type":"article","venue":"Distúrbios da Comunicação","topic":"Linguistics and Education Research","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Psychology","authors":[{"name":"Giulia Lopes Lacerda","is_ca":false},{"name":"Bárbara Costa Beber","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.09439127491026501,"gpt":0.3582389219380392,"spread":0.2638476470277742,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002280752,0.000409784,0.0004862021,0.001445443,0.001296818,0.002164597,0.0006085226,0.0007317457,0.003537641],"category_scores_gemma":[0.005769098,0.0003745226,0.0006863821,0.0009928363,0.0009641236,0.0007559346,0.002141748,0.0006315058,0.0003174346],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001767677,"about_ca_system_score_gemma":0.002749786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02828944,"about_ca_topic_score_gemma":0.04008993,"domain_scores_codex":[0.9984505,0.0004884743,0.000133564,0.0002335853,0.0004402446,0.0002536049],"domain_scores_gemma":[0.9964941,0.0008539126,0.001091268,0.000224603,0.0009643665,0.0003717979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002052148,0.0002077814,0.92423,0.0003763688,0.00009133463,0.0002991895,0.03110213,0.00003608132,0.002227971,0.0003004539,0.0003061573,0.04061729],"study_design_scores_gemma":[0.000004891052,0.0003225234,0.9682176,0.0003075683,0.000134725,0.0003282404,0.02659598,0.00007321847,0.000736668,0.0002139556,0.003045253,0.00001940694],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995008,0.002010222,0.000205442,0.0002279249,0.00001944822,0.00003679367,0.000133516,0.000008358465,0.002350164],"genre_scores_gemma":[0.9966217,0.001242149,0.0005460872,0.00008227827,0.000008592549,0.00004044419,0.00006598904,0.000002981622,0.001389755],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02828944,"threshold_uncertainty_score":0.05624956,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W7111164294","doi":"10.23925/2176-2724.2025v37i4e71918","title":"Português Música como ferramenta terapêutica para afasia progressiva primária","year":2025,"lang":"pt","type":"article","venue":"Distúrbios da Comunicação","topic":"Language Acquisition and Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true},"ca_institutions":"","funders":"","keywords":"Qualitative research; Reading (process); Data collection; Written language; Action (physics); Meaning (existential)","authors":[],"retraction":null,"screen_n_in":null,"score":{"opus":0.05518718418710502,"gpt":0.4173818744969624,"spread":0.3621946903098574,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001128835,0.0003718653,0.0004689352,0.0008470115,0.0008976681,0.001457672,0.0006401086,0.001070056,0.01477505],"category_scores_gemma":[0.002936381,0.0001396843,0.0005696863,0.0006880688,0.0008041438,0.0007374578,0.001372759,0.001093256,0.002373239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005500991,"about_ca_system_score_gemma":0.001056382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001706552,"about_ca_topic_score_gemma":0.003137648,"domain_scores_codex":[0.9993992,0.0002674849,0.00005931122,0.00007627283,0.0001428224,0.00005481976],"domain_scores_gemma":[0.9992085,0.0003657356,0.0001591572,0.00006346062,0.0001187752,0.00008436869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001947669,0.001287724,0.01188811,0.006109345,0.0003263806,0.001345353,0.004743481,0.0002497986,0.02059403,0.006397467,0.0151432,0.9299676],"study_design_scores_gemma":[0.001592162,0.01260054,0.1883907,0.0122999,0.001458171,0.02165813,0.0139445,0.001688293,0.01880505,0.02193283,0.7054359,0.0001938738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4784505,0.2700433,0.0217639,0.02744472,0.003541717,0.001182777,0.001175807,0.001142559,0.1952548],"genre_scores_gemma":[0.7955505,0.112489,0.03104854,0.006152091,0.001581264,0.001132091,0.0005102126,0.0001840365,0.05135235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01477505,"threshold_uncertainty_score":0.04942751,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}